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    "---\n",
    "\n",
    "#  Trend Line Extrapolation\n",
    "\n",
    "---"
   ]
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    "---\n",
    "\n",
    "## Calculating a Trend Line\n",
    "\n",
    "- A trend line is a **straight line** that indicates the general direction of a time-series, or part of a time-series.<br><br>\n",
    "- Recall the formula for a straight line is **`y = mx + b`**, where\n",
    "  - **`y`** is the value of the line at point **`x`**\n",
    "  - **`m`** is the **slope** of the the line, and\n",
    "  - **`b`** is the **y-intercept**, that is the value of the line where **`x = 0`**<br><br>\n",
    "- To calculate the values making up a trend line, we first determine the ***slope*** and the ***y-intercept***.<br>*Then* we can use `y = mx + b` to calculate the value of the trend line at all relevant datetimes along the x-axis.<br><br>\n",
    "- There are two common ways to determine a trend line equation:\n",
    "  1. Specify **two points**, that is, a **two x,y pairs** (for example, two dates and two prices), and use those two points to calculate the slope and y-intercept of a line passing through them.\n",
    "  2. Perform a \"linear least-squares fit\" of a portion of the data, which provides an *average* slope and y-intercept for a *group* of data points (not just two).<br><br>\n",
    "\n",
    "---\n",
    "\n",
    "### Below we discuss the first method: specifying two data points through which to draw and trend line.  \n",
    "(Afterwards we show how the second method can be done with just a couple of lines of python numpy code).\n",
    "\n",
    "---\n"
   ]
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    "### Determining the Slope and Y-Intercept for Time Series Data\n",
    "\n",
    "There are two subtleties involved in determing the **slope** and **y-intercept** for ***time series data***.\n",
    "\n",
    "Before we discuss these subtleties, recall how to calculate the slope and intercept for ***non***-time series data:\n",
    "\n",
    "For ***non***-time series data, given two simple floating-point x,y pairs, for example `(x1=4, y1=5)` and `(x2=8, y2=15)`, <br>we calculate the slope and y-intercept as follows:\n",
    "\n",
    "```python\n",
    "slope = dy/dx = (y2-y1)/(x2-x1)\n",
    "# thus:\n",
    "slope = 10. / 4.\n",
    "slope = 2.5\n",
    "\n",
    "# now use either x,y pair, along with slope, to calculate y-intercept:\n",
    "y = mx + b\n",
    "# therefore:\n",
    "b = y - mx\n",
    "\n",
    "# or:\n",
    "yintercept = y - slope*x\n",
    "\n",
    "# using x1,y1:\n",
    "yintercept = 5.0 - 2.5*4.0\n",
    "yintercept = - 5.0\n",
    "```\n",
    "\n",
    "- Thus, the formula for a straight line passing through points `(x1=4, y1=5)` and `(x2=8, y2=15)` <br>is: **`y = 2.5x - 5.0`**\n",
    "\n",
    "\n",
    "### The two subtleties when using time series are:\n",
    "**1. The Slope numerator and denominator are different types:** The numerator is a float, whereas the denominator is typically the difference between two dates, datetimes, or timestamp objects.\n",
    "\n",
    "**2. Common practice in the financial industry is to *ignore* NON-trading days:** This means that some days, or times, are missing, resulting in a time-axis that is ***not*** continuous (and therefore also *not* linear with respect to time).\n",
    "\n",
    "#### We address each of these two subtleties separately below:\n"
   ]
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    "## Slope of Time Series Data\n",
    "Calculating the slope of time series data involves taking the difference between two prices (a *float*), and dividing by the difference between two datetimes (a *datetime delta*).  ***We cannot divide a float by a datetime-delta*** (to obtain a single value for the slope).  There are two ways we can deal with this situation:\n",
    "1. Store the slope always as two values: a price delta and a datetime delta, and write a function to do the appropriate datetime manipulation every time we have to calculate a new value for the trend line at a particular datetime.\n",
    "2. Convert and represent the datetimes as floats (for example, using Unix Time, the number of seconds since Jan 01 1970 UTC, or as matplotlib dates: number of days since 0001-01-01 UTC plus 1.0).\n",
    "\n",
    "The second approach (converting datetimes to **float** representation) is much easier, because we don't have to call various datetime manipulations every time we want to calculate a new value on the trend line, but we can instead simply use float arithmetic.  We will implement the second approach using **matplotlib dates**:\n",
    "- String representations of datetimes can be converted to pandas Timestamp objects using the **`pandas.Timestamp()`** constuctor.\n",
    "- Pandas Timestamp types can be converted to python datetime objects by calling **`pandas.Timestamp.to_pydatetime()`**\n",
    "- Python datetime types can be convert to matplotlib dates by calling **`matplotlib.dates.date2num()`**"
   ]
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xLzR3T5MsOupcA82huY6/qKQFZGaARt1LAJnxNVyVxudTGnQ+8fkwNIfmPsUolDWbv3K3c0CmLjFmSA/IzOb8CBru2I07EEFrd7TGnEz3tLDVPtDO49OeW3NAZgZo1L0EkBlfw7XVKdjKhzsQ2aoH8lFvi9Bc3Vah+BU0h+amfRmQqUuMGdIDMuNruKYbarXvh84nPh+G5tC82nEH+fP7IHc7B2RmgEbdSwCZ/A0FwYjXxtyBCPrx6pfFvtDcPU2y6KhzDTQv1vy1t1aJhUuXlz3/OvcFcWX/awX9rZSGrtexfzXScmsOyNQlxgzpAZnxBetqBAvOPLkDEWfZce9s7Q+aZ7Obz/4GzX/UnACxUaNGuU/XQZNbc0BmBmjUvQSQGV+w9rmjKVd27kAUmr1CqA80jy9uQfMfNafRSYLMx+fMEe+9v1L7pOvoerqPy/GAW3NApi4xZkgPyIwvWLscVLKUjTsQZSkTruFtV9Cc174u+i80rw+ZBJjHT5zUPuk6QOY+AcjMAI26lwAy4wvWLnYgecqEzic+H4bm0DxPzPD92mQkE5CZrx0AMnWJMUN6QGY+J/U9WIVQfgBHfD4MzaF5CLErax0AmWb8H5CZARp1LwFkmnHWrMEC1+W3P4Ajvw1980NoDs1981mT5QVkmvF/QKYuMWZID8g046wmAwjupacJgEPPXiH4FzSH5iH4cdY6ADLN+D8gMwM06l4CyDTjrFmDBa7Lb38AR34b+uaH0Bya++azJssLyDTj/4BMXWLMkB6QacZZTQYQ3EtPEwCHnr1C8C9oDs1D8OOsdQBkmvF/QGYGaNS9BJBpxlmzBgtcl9/+AI78NvTND6E5NPfNZ02W1wXIXLGqVgwZPlLQX5N1K7wXdzsHZOoSY4b0gMz4gjVXQKjWfbkDUbXqhXwrt01oHl/cguY/au4CZCZl4NzQnVtzQGYGaNS9BJAZX7AODV64A1Fo9gqhPtA8vrgFzQGZpmMXIFOXGDOkB2TGF6xNN9Rq3w+dT3w+DM2hebXjTjXzx0imGf8HZGaARt1LAJlmnLWaASf2vAEc8fkwNIfmMcc9QKYZ/wdk6hJjhvSATDPOGnPAq3bdARzx+TA0h+bVjjvVzB+Qacb/AZkZoFH3EkCmGWetZsCJPW8AR3w+DM2hecxxzxZkvvbWKkF5lTsfnDxDNGrUSNDfSmno+jw6cbdzQKYuMWZID8iML1jnafQuXssdiFysc+xlgubxxS1obnfhDwEiQWTeMw9ocmsOyMwAjbqXADLjC9ahAQp3IArNXiHUB5rHF7eguV3ITEZLTznlJ+LUU3+qfdJ1BKh5tjji1hyQqUuMGdIDMuML1iFAhs0Ne0OzVwj14e58QrBRaHWA5tWBTALM0077ufZJ1wEyM0BZaJcAMgGZvndG6Hzi82FoDs19j1t5ym9jTmaSByDzR+prFBoA2qgPIDO+YJ0nuLl4LYAjPh+G5tDcxVhkq0wJAD4+Z4547/2V2iddlzbKCMisT2CAzAxUCsiML1jbCoS28gFwxOfD0Bya24ovLuZjY1EOIBOQmQEp618CyIwvWLsYNPOUCcARnw9Dc2ieJ2aEcC339kKATEAmIHNrcaBFxxNfx0OdBXSPT3doDs1DAEWuOiSAmGdlNyATkAnIBGTm2uiWK8DZvi+AA8Bh2+eQn32fQztXtzkgU81W2MLICEY2fBM8LldzRnQq7toJnY+72nC1G2gOzbl8K4T7AjLV2gcgE5CpNVKHjketYYUQRLFPZpxaJ7qjrcenPzRX13zFqloxZPhIQX+zxns8LsfjciMIipFM9YabtbHiOl4bo/Phta+L/gvNobmLfhlSmQCZgExAJuZkZv6VGlIwBHAAOELyZ9SlvD+H0s5NjDLa8BFApmeQefLkSTFz5kzRs2dP0aJFC9G2bVsxdOhQsW3btqKavPPOO+K8886TZ9qxcuVKcfrpp4uRI0cWJT169KiYMGGC6Nixo2jWrJno0aOHeP7558veDiOZ8XXQNgKUzTxC6Xxs2sz3vKB5fHErFM1NzJe00X4BmZ5B5vjx40WrVq3EwoULxZYtW8Tbb78tunXrJrp27SoICk+cOCEeeugh0bJlS/lZGmR+++23onv37qJp06b1IHPUqFGiXbt2YtmyZeLzzz8Xs2fPFk2aNBFLliypZzVAZnzB2kaAsplHKJ2PTZv5nhc0jy9uhaI5IFPdd7k1D2bhz/Hjx0Xnzp3F1KlTiyCPgLNx48Zi9erVYt26daJLly7y3zQymQaZDzzwgOjdu7fo379/EWTSyCiNbs6bN68or+HDh0soLT0AmeoO73vHHGr5uQNRqHbzuV7QPL64FYrmvkHmKaf8RND7y3VPui7t1ZVpMYhb82Ags9Jj7xdffFFCZm1trdi/f7/Yt2+fTJoGmZ988ol8DP7hhx+KAQMGFEHmM888I++5Y8eOomwXLFggP6dR1MIDkBlfsE5r2L59zx2IfLNHDOWF5vHFLZ80534bj402buPVlWn14NY8aMhcu3atnCs5ePDgegzaEGTSqGifPn3EuHHj5HWlkElzMZs3b17vnjU1NRIyly9fDsgsWTCU5uj43u0OjTsQQX/39Ifm7mnC3U580dwFODOlRbVhmVvzICHz/vvvl6OQNEeSQPHYsWNakPnII4/Ix+o0AlkOMkePHi3nY5Ye9DieIHPx4sUVIXPN+m3yFX2+npu2/zASTH99rQPKra8ddNe3me9+Bs2huas+vOil5fIx8eNz5oj33l+pfdJ1dD3dx9U6UrmSenKWk7udE/OQrelMmKrSk2f6vFFDX7ry3Z49e8SGDRvEokWLRKdOncSgQYPkop/Co9JI5meffSZHKd9888265KUjmXkgU8XIrtgR5YAFYAFYABaABVyzAD01JGihv1mOvNdnyTPLNb6Us6G6FU4XVOEfLyCzsMK0yIdGF0tXfZeDTNoC6corrxS0crzwKIXMiRMnln1cvmrVKplXIaDSfQqNjJHM+EYHXP6lrFo27l+7quVAOnvtB5rbs7Urfu2L5skIH41iHj9xUvuk63wYyXy3plYM/f6tQvSXy0e4NQ9mJJNGLwkkd+3aVQSItA0Rgd/kyZNTRzJp1TilPeOMM4pO+oxWk9Pn7733nnjuuedkui+++KLonrRPJn2+ffv2os+x8Ce+uU2m5uu4ch/ueTuu1BPl+LGtQvP44pYvmierx/NCJt0n9jbPrXkwczIJ+AjwZsyYUQR4H330kfycVoSnPS6nuZs0r7L0vPzyy8VNN90kPz906JBcVU7zPefOnVt0zxtvvFFueVR6ADLjC9ahBS7uQBSavUKoDzSPL275ojkg05xvcmseDGQS2NFj7tatW8s372zevFmsWLFC9OrVS3To0EEcOHBAPramkU46hw0bJtq3b1/3/4MHD1acVlD6uJwS3n333fKNQrQZO42AEtzSaOfrr78OyMTK8uB+HXMHohCgLLQ6QHNzHbkvvuGL5oBMc77JrXlQkElv9Zk0aZJ8mw+tLqdFPyNGjBBbt26V4EePzGlUs9xZ+trIhuZk0ne0zRHllbxWkmB26dKlZUEVI5nmGoQvwTq0cnIHotDsFUJ9oHl8ccsXzQGZ5nyTW/OgIDPL6i0b1wAyzTWIEDpvH+vAHYh8tEnoZYbm8cUtXzQHZJrzTW7NAZkWKBOQaa5BhN6xu1o/7kDkar1jLhc0jy9u+aI5INOcb3JrDsgEZGrNH+R2yJg7dZfrDt3NBXWXdS4sGzSH5q76KiDTnG9yt3NAJiATkImFSqk+wB2IXO3MYi4XNDfXkfviR75oDsg055vcmgMyAZmpgIHRDXMN2pfOprSc3IHIV7uEXG5oHl+790VzQKY53+TWHJAJyARkYiQz1Qe4A1HIsOZr3aC5uY7cFx/wRXNApjnf5NYckAnITAUMjGSaa9C+dDYYyYTm3J2Pr20h5HL7onkCmY/PmSPorT+6J11Hr5XEG39+eHUqHfSXw7cBmYBMLcfidkgOJ8c98wcP6J7fhr75ITSH5q767GtvrZKQmPek+7haR1vl4m7ngExAplYj43ZIWw0L+eh1oNBdz14h+Bc0h+Yu+zEBIo1EljsfnDxDAij9rZQGgPmDf3O3c0AmIBOQiTmZqT7AHYhc7sxiLRs0B2Rm9f2GAPCvc18QV/a/VtBfLgBMHqfjcXi6D3O3c0AmIDMVMDAnM72hZg3GvlzHHYh8sUNM5YTm8bV7E5q78CgbkKnuuyY0byguAjIBmYBMjGSm+gB3IIoJ3nypKzRX76h90TStnCY0d2FRDiBT3XdNaA7ItACSDWWB10qqO3xaEMT31bEldyCCrtXRtSG7Q3P3NOFuJyY0d2F7IUCmuu+a0ByQCchMHalSDV7cDqlaDqRTDyImbAXd7drbhGZ57wHNoXkWHwJk+uU33O0cj8stAChGMv1qdFkCa+jXcAei0O3nY/2geXxxy4TmgEy//MaE5hjJtACSeFzuV8PysdOvZpm5A1E164a8y7ddaB5fTDOhOSDTL78xoTkgE5CJx+VY3JPLB7gDEUDPvY4JmrunCXc7MaG5C5C5YlWtGDJ8pKC/3Dbz/f4mNAdkAjKNNTRuh/S9wYZafugO4AjVt1GvH33bRDt3ATKhqXq8MqE5IBOQCcjESGYuH+AOROgU1DsFW7aC5u5pwq29Cc0BmX75jQnNAZmAzFyAUehA3A7JHURx/2wBELpns5vP/gbNoXkW/wVk+uU33O0cq8stAChWl/vV6LIE1tCv4Q5EodvPx/pB8/jilgnNAZl++Y0JzTGSaQEksbrcr4blY6dfzTJzB6Jq1g15Y3U5fOAHHzDRzgGZfvWFJjQHZAIy8bgcczJz+QB3IEIn717HBM3d04S7nZjQHJDpl9+Y0ByQCcjMBRiYk+lX0ODoiLgDEUeZcc98fgvN89nPR/8zoTkg0y+/MaE5IBOQCcjESGYuH+AORD52yKGX2SfNX3trlSC4yXrS9aHrqVI/E5oDMgGZhb6GhT8WABQLf/xqdCrBOLY0Jjqf2Gzme3190ZwAsVGjRrlPgCbmZPreZrOUn7udAzIBmVq/4LkdMksjwTX8EA/d+W3smh/7onkycnbKKT8Rp576U+2TriNIpfu4poHt8pjQHCOZfsUKE5rjcbkFkMTqcr8alu3g7Xt+3IHId/uEWH5fNE+ghgDztNN+rn3SdYBMrC4PsQ2r1Im7nWMk0wKA4nE5AFSlsbuchjsQuVz3WMvmi+aATHPx1YTmGMk0p4eN2GNCc4xkWgBJjGT61bBsNN6Q8uAORCHZKpS6+KI5INNc7DWhOSDTnB42YokJzQGZgExjc424HdJGo0Ie+kEQuuvbzHc/80VzQKY53zShOSDTnB42YogJzQGZgExAJrYwyuUD3IHIRjBFHnqdny+aAzL1dG2oHZjQHJBpTg8bMcuE5oBMQGYuwCh0IG6HtNGokId+EITu+jbz3c980RyQac43TWgOyDSnh40YYkJzQCYgE5CJkcxcPsAdiGwEU+Sh1/nZ0HzFqloxZPhIQX+z6gPI1NMVI5nm7JXVZ126jrudY3W5BQDF6nI0apeCSpaycAeiLGXCNbztyobmCSDm2aMSkGnOD0xojpFMc3rYiHEmNMdIpgWQxOpyvxqWjcYbUh7cgSgkW4VSFxuaAzLdipsmNAdkuqVpWjwyoTkgE5CZ+VFUqfNwO2Rag8D31Qlg0L06dq+mv9vQHJDpll+Z0ByQ6ZamaTHEhOaATEAmIBNzMnP5AHcgSguE+N5+x2VDc0CmfV0xJ9Mtm1c7tnG3c8zJtACgmJOJRl3tQJI3f+5AlLd8uN58GzOl+WtvrZLvBS93Pjh5hnylI/2tlIaub0hfzMk0p70JzTGSaU4PG3HNhObRjGSePHlSzJw5U/Ts2VO0aNFCtG3bVgwdOlRs27atCCXfeecdcd5558mz3EHpR4wYITp27Chat24t+vXrJ15++eWipN99952YNm2a6Natm2jWrJno2rWrmD59etn7ATL9anQ2GrZveXAHIt/sEUN5TWhOgEgQmfdsCDQBmebiqwnNAZnm9LARZ0xoHg1kjh8/XrRq1UosXLhQbNmyRbz99tsSAgkAjx49Kk6cOCEeeugh0bJlS/lZOcjcv3+/6Ny5swTLVatWiY0bN4o//elPonHjxuIf//hHHUROmTJFguyCBQtkXvSX7lsONAGZfjU6Gw3btzy4A5Fv9oihvCY0T4Dj8TlzxHvvr9Q+6ToC1IZWnwMyzcVXk5qT3sdPnNQ+6bo0zWNof7bqaELzKCDz+PHjEg6nTp1aNJpIwEmAuHr1arFu3TrRpUsX+e+RI0eWhcwnn3xSpt+6dWvdfWiE9IILLhA333yz/Ozw4cMSZh988MGivP785z+LNm3aiG+//bboc0CmuSBoq+Ehn2LNuAMR7O1eGzGhuY1RLUCmOd/xRXPEC7c0jwIyK02tfPHFFyU01tbWChql3Ldvn0xaCTJpxHPHjh31bkcjmwMHDpSf0wgp3ZNGOguP999/X36+YsUKQCYW2uRaaONaEDXR+bhWJ5Rnn2hovuSil5aLmpoaQX/zzpfkHNUCZLoFHDZ+WKDtuqV5tJC5du1a0aNHDzF48OB60FgJMsvB6vbt2+W8S3rUTscTTzwhYXLXrl1FyQlO6fO5c+dWhMw167cJ6rB9PTdt/wHS6a+vdUC59bWD7vo2c93PTM6XrFRXAlR69JkXMuk+aXmccspPxKn/9lPtk66jMjaUh+tamiqfiXZuQ3NT9cV99sm+nLNPJ+ZJ5mTTU920o1FaAhe+v//++yUUNmnSRIwbN04cO3YsM2TSo+9f/epXokOHDmLv3r3yPo8++qiEyUOHDtWDSfqcFgQVHoWPy1WM7IINUQZYABYI2wI0SknBn34U0791T7qOrqfrKh1JHg2lacjKKtevX78+98IiqgfdB0d+C6hollfz/KXEHWxZQJd/vIDMPXv2iA0bNohFixaJTp06iUGDBslFP4WHykjm119/LQYMGCDnWdI8zuTIA5kYyQxvRCiGX8Pcv3ZjsKFrdVQZcaKYV2nxRrJAQ2WUkXMkk+xKo7JUjnLnpCk/bJNEfyuloetd06ca5THRzlX8qqEFQSp+VQ3bhJqnCc0bsk2QI5mFMElwSKOLS5Ys0YLMnTt3ij59+ojzzz9fzucsPOgXPN2T0hQeyePyp556quJIJm1M6vN8EszNMzcXxic/gO7h6a4yd04FMlVWfueFTBPvNs9zD5/aap6ymmjnKn6lApnQy07MMaF5FHMyafSSQLJ0niQ97iYgnDx5sjJk0uKgSy65RM7npPmYpQct7KF7rly5suird999V35OC4AKD6wut9NY8gRXXNuwRtyBCPa330ZUYACQqabLilW1YsjwkYL++uzLJtq5il8BMtX8yoYvmdA8Csj84osvJODNmDGjCPA++ugj+fkzzzyjBJm0yfo111wjLrroIrF79+6y0xZoBTo9Qp84cWLR9zT/kzaAL50DCsh0p0HZaLQh5sEdiEK0met1UoEBU5DJuU9mmp1NvLrShTzSymDiexPtXMWvAJnu9IkmNI8CMikYjho1Sr6h5/nnnxebN2+WWwn16tVLLto5cOCAINijkU46hw0bJtq3b1/3/4MHD0pg/Nvf/iah9NVXX637LrmmcJSU3izUvHlzuQk7vSHohRdekIuNSleW0z0Bme40KBOBOMZ7cAeiGG1a7TqrwEBeyDS5gj2rvQCZ6vHXRDu3sQF/Vl/AdfV9wYTm0UAmjTBOmjRJvs2HgI8W/dDrIZON1emROQFkuZMWAiWgWikNfV54zJo1q+61kjTyWQ4wAZnqAQ4BwF1bcQciaG9fexuQSbpyv7s8zXcAmeq+ZaKdu/DDIs0n8P2PPmFC82ggs+yzbQc+xEimepBD43fTVtyBCLrb190WZDakbSgAaKMeNtqIqXbe0A+LShv7F37e0LvqbdghpjxMaV7JZrTYObh9Mh3gSiz8wRt/vF4AUBowuANRTEHdlboCMs2BPSDTnC1daR+xlIM7tgMyLRApRjIRgHwPWNyByHf7+Fh+QKa5uATINGdLH9uSz2Xmju2ATECm1ogbt0P63FhDLjt0D68TBWSa0xSQac6WIcdRF+vGHdsBmYBMQCYe7af6AHcgcjH4hl4mQKY5MAJkmrNl6O3Otfpxx3ZAJiAzFTAKGwW3Q7rWAFGeHzoP6B5eJwrI1NO02qvkbcQitHM9n7ChCXce3JoDMgGZgEyMZKb6AHcg4g6kuH/9zhOQqQ4UsWzLg3au7hOhxBRuzQGZgMxUwMBIZnyBB6vLw9cckKmucWKrU075iTj11J9qn3QdbePi+vu4uYEjFDALqR7cmgMyAZmATIxkpvoAdyAKKWj7UhdApj5kEmCedtrPtU+6DpCpbm9f2lAI5eSO7YBMQGYqYGAkE8GROxCFEKx9qwMgU71dJ7YCZKrbzLf2EGt5uWM7IBOQCcjESGaqD3AHolgDfDXrHQtkrlhVK4YMHynob1Z7AzIBl1l9x/XruGM7IBOQqRV4uR3S9QYZa/mge3idbCyQaaLNxgKZ79bUirFjxwr6a8JuuIf7cYM7tgMyAZlawYTbIRGU3AxK0N1NXfK0F0CmuqaxQOail5bLuaP0N49v4Vp136q2rbhjOyATkKkVTLgdstoNDvmXD47Q3Z9OQ9WHXYBME4+yVeubJx0gMzz/z+MPIV3LHdsBmYBMQCbmZKb6AHcgCilo+1IXFyDTN1uFsPCnoU3lJ02ZIUcy6S/5R7mTrvdFN5Qz/ccBd2wHZAIytQIGt0MiKKQHhWrYCLq7qUseXwBkqmsaykhmLJvK52kXsV3LHdsBmYBMQCZGMlN9gDsQxRbYXagvIDM+yEzdVP7ffip+9rOfiVO//1tu03lfNpV3oX35Ugbu2F5VyFy6dKm46aabROfOncWZZ55Zh3vjxo0Te/bssYB/drL45ptv5CMIOsngvjhfuXJyO6TPtgm57NBdHUh88QNAprqmoYxkAjLVNfelHectJ3dsrwpkHj16VNxwww2iSZMm8jz99NPlXzoOHTok/3/JJZeIffv22aFA5lwAmWjYeQNBta/nDkTVrl+M+QMy1eOSC5BpYpEUHperax5LTOCO7VWBzClTpkiQpPPSSy8VzZo1q4PMnTt3iqZNm8r/P/DAA8z4Z+f2gEw0bN8DFncg8t0+PpYfkKkel1yAzKQMed9/joU/6rr72K51y8wd26sCmd27d5cQuXDhQkl57dq1q4NM+v8///lPCaCULoQDkIlGrdvwXUvPHYhcq28M5QFkqselkCCzId/GPpnqPhFKjOCO7VWBzObNmxfNwSyFTALLVq1aFaXxGTYBmfE13FACUFIP7kAUmr18qA8gUz0upc5lPLX8Qplk8YzqgpmGRhkfnPzD9kL0l2t7IUCmuk/40MZVysgd26sCmW3btpUjl7t37y47kllbWytHMildCAcgM76Gq9K4fUrDHYh8skUoZQVkqsclG3MZbeSR5ruATHWfSLOlL99zx/aqQOZvfvMbCZmXX365WLRokWjTpo38//Lly8X06dPF+eefL/9//fXXh8CYApAZX8P1JcColpM7EKmWA+nMtaUEMh+fM0e89/7KsmdNTU3F7+g6GlnLO0fQF025RxltjZbicbm5NuSL7zZUTu7YXhXIfP/998UZZ5xRt7o8WWVeuNqcvl+xYgUg07E9HLkdMoRGG2IdoHt4HZMLI2ehtBUTi3JcmPeJkczw2nlaG+OO7VWBTCJHWvTTunXrulXmyWpz+kvzMZ9//vkgAJMqgZHM+BpuWsP27XvuQOSbPUIpL1Yam4lNgEwzdgylXflUD+7YXjXIJPg6cOCAhMnx48eLO++8U9x3331i/vz5Yv/+/cEAJiATwcengFOprNyBKAQbhVYHjGqpxy5AprqtQmsnvteHO7ZXFTKDIskGKoORTAQgBCL4gG8+AMhU91lAprqtfGsHoZc3WMg8fPiweOihh8R///d/F+EZLfa555575ChnKAcgEwHI90DFHYh8t0+I5QdkqsctQKa6rUJsKz7XiTu2V2Ukk6Drsssukwt/Ro8eXcSSffv2lZ/36tVLvmIyhAOQiQDkcxCisnMHIt/tE2L5AZnqcQuQqW6rENuKz3Xiju1VgczC10ree++9RRxJ2xsl7zJ/+OGHQ2BMLPxxbIW8zwGhWmXnDkTVqhfyrQwHgEx1cAJkqtsKbc4tW3HH9qpAJo1S0mjl3Llzy0Lkk08+KUGzR48egEzHAI3bIRGA3ApAiR7Q3U1dONsLIFNdc0Cmuq04fRb31teBO7ZXBTJVXhnZokUL0bJlS0AmIFMgcOgHDtM24w5EpsuL++X3mXdrasXYsWMF/YU9G7YnIDO/v8HHqmND7theFchMXiu5bdu2shC5adMmOZJ5zjnnADIBmejgHPAB7kCEDqY6HUxDdofm6poAMtVthbbulq2423lVIJNWkBNEdu/eXTz77LNi7dq1YvPmzWL16tXyEXqXLl3k4/SBAwcCMh0AjMKgwO2QCEBuBSA8LndTDxvtBG1dXXuTkHnKKT8Rp576U+2Trsv7mk9MkVDX3EYbtJEHdzuvCmS+/fbbFV8pSXCZLPx54403AJmATIxkOuAD3IHIRjBFHnodKDRXt5cJyHThNZ+ATHXNQ4kn3O28KpBJ5Egjls2bNy/7WsmmTZuKv/zlL0EAJt74E1+jDSX4YAQ7bt/l7nxCaicmIJPs0dBrPh+cPEOOVNJfyq/cSdfnsSsgM742z93OqwaZBF/bt28X06ZNE0OGDBHXXXed+O1vfytoe6N//etfwQAmIDO+RpsnyLt6LXcgslXvFatqxZDhIwX9tZWnr/mEorkN+5uCzIbKaiMPQGZ8/RV3O68qZJomyZMnT4qZM2eKnj17ClqdTguMhg4dKkoXGL3zzjvivPPOk2e548svvxTDhg0TZ599trzPVVddJT744IOipEePHhUTJkwQHTt2FM2aNZPbLdF72Msd2Iw9voZro2OzmQd3ILJVFxsdta26cOcTiubcdqL72/ArG3kAMuPrq7jbuRXIpBHLHTt21PEX/V/11AHR8ePHC9oeaeHChWLLli2C5n5269ZNdO3aVRAUnjhxQr7KkrZGos/KQSalI2C8/PLLxccffyw+/fRTcccdd8j70j2TY9SoUaJdu3Zi2bJl4vPPPxezZ8+W80yXLFlSr8iAzPgaro2OzWYe3IHIVl1sdNS26sKdTyiac9sJkIn4bsPHuPLgbudWIJMW8px77rl18JUs7CEoa+g844wzlBnz+PHjonPnzmLq1KlF1xBwNm7cWK5cX7dunVy5Tv8eOXJkWchcsGCBTL9x48a6+9C9L7jgAjFmzBj5GY2MUh3mzZtXlNfw4cPlivnSA5CJIMQVIGzdlzsQ2aoHIFO9LYaiuQ3fsuFXNvLASKZ6+7DhVzby4G7n1iCzffv2RZBJkJZ2EoDmPV588UUJjbW1tWL//v1i37598paVIHPEiBHioosuqpctjVx26tRJfv7MM8/IexaOztLnCaAWjnjS54DM+BqujeBgMw/uQGSrLjY6alt14c4nFM257YSRTMR3Gz7GlQd3O7cCmQR048aNqwM3+j9Bm8qZBzJp/0169D148OB6t6kEmZdddpkYNGhQvfSPPvqoBMvDhw/LuZi0Mr70qKmpkWmWL19e9BUgE0GIK0DYui93ILJVD0CmelsMRXMbvmXDr2zkgZFM9fZhw69s5MHdzq1AZh5QzHLt/fffLxfj0Egowe2xY8eUIZMed9Nq99LjiSeekAC5c+dOMXr0aDkfs/Sgx/GUZvHixRUhc836bYJE9fXctP2HkWD662sdUG597ULRvbAThR807AehaG5DZxt+ZSOPF19eLrdJor827IY89GOxaZtxt3NiHvIpOmnALe1olJYg7XsCvmuuuUZce+21ciEOx7Fnzx6xYcMGsWjRIvmIm0YmS/OqNJLJDZkqRuawCe4JC8ACQtDTBgp29BcHLGDKAjb8KpQ8TNkc9/HDAoVPclX4Jzdkklloa6EzzzzTioVokQ+NLpau+q4Emf369Sv7uPyRRx6Rc0iPHDkiJk6cWPZx+apVq2Reb775JkYyPR6tNf1LMYT7cf/atWUjG6NBturCnU8omnPbie5vw69s5PHPD2rF2LFjBf21YTfkgZHMUhA0Apl33XWXBLZXXnnFGGjS6CWB5K5du4ru+e2330rwmzx5ctHnlSDz1ltvldselR633Xab3PaIjueee07e84svvihKRvtk0ue0PVPhgTmZ8c1zsTGXxmYe3PN2bNXFxrw2W3XhzicUzbntFNLCH2geX1/FrXlV5mSuXLlSznukxTP0l14h+cILL8jV2aWnKoUS8BHgzZgxo+iSjz76SH5OK8ILj0qQSaBK6elxe3LQ3pm0BVOyeIlWldN8T3o1ZuFx4403it69e9crMiAzvoZro2OzmQd3ILJVF0CmelsMRXMbvmXDr2zkAc3V24cNv7KRB7fmVYHMZG/MtP0ydfbJJLKj1eqtW7eWb97ZvHmzWLFihejVq5fo0KGDOHDggJx0SiOddNIbfWhbpeT/Bw8elHBIe2L27dtX0Cpz2oyd9sukbY3o7T/0JqDkuPvuu+Vjf9qMnfbNJLil+rz++uuAzO/fgGGjcSAPe3bmDkS2tLTRUdt4daWNPELR3IZv2fArG3lAc3sx1YZfquTBrXlVIDNtf8zke919MmnEcdKkSfKxNq0up0U/BIhbt26V4EePzGmUstxJI5vJ8dVXX9WBJb0diBYp0T6bhQfBKOWVvFaSYHbp0qVlB14xkhlfw1Vp3KbSADjU/ctGRx1KHtydjyn/d+E+0Fy9DbqgF8rwo17c7bwqkDl//nyheqo+Lnc5HSATAYgzqNno4LgDEad9Cu9tw1ah5BGK5jZ8C5ojxtvwM448uNu5dch8//33xYMPPij++Mc/iscee6ze4hmXYTFr2QCZCEAcwSG5p40OjjsQcdrHV8h87a1VgrQtdz44eYbcion+VkpD1+exayia57GB6rU22qCNPKB5fH0Vt+ZWIZM2MS99Vzkt/nn22Wez8psX1wEy42u4qp2TiXTofNT9y4atTORBgJhsYJznbx7Q5O58TPi+K/cwoXlaXWzkAc3VY0maXr58z625Ncikt+BUmovZtGlTucgm1AOQGV/DtRlg0Pmo+5cNW5nII7nH43PmiPfeX6l90nUEp3SfrL7I3flkLZeL15nQPK1eNvKA5uqxJE0vX77n1twaZP7nf/6nhMwuXbqIefPmyQ3LaUU2rdCm0c3ChTehwSYgM76GazPAoPNR9y8btjKRR3IPAszjJ05qn3QdIFPdL/K2VxOap5XBRh7cwJFWR3xvz2cTW3Nrbg0yE5hcs2ZNEUPSFkAEnz179gyNLevqA8i033BiClbofNT9y4atTOQByFTX1IW2bkLztHrYyIMbONLqiO/t+z235tYgk0YrW7VqVQ8k6TWNBJnnnXceINOD/SW5HRJBRj/IoPNRt5kNW5nIA5CprqkLMcOE5mn1sJEH4rtffpfmMyrfc2tuDTIJJGnz83JHQ9+FQJ4YyYyv4ao0blNp0Pmo+5cNW5nIA5CprqmpdpTnPiY0T8sf++H65RNperryPSAzAMoEZCI4cAYUGx0cdyDitE/hvU3Zint7IUCmXzHDlF/ZageV8gmlnVfbjj7lz6251ZFMejUjvbec9sosPGkks9J3ATCmfJ1lsg0JGdwnBywtK7dD+mybapXdRgcXiu4mbGVjeyFAJiCzGvEklHZeDdv5mie35lYhs3SPzLT/67673FUgBWT61WH4FixMgRPdp9K56KXloqamRtDfSmny7Mloy+YmbJXcg3N7IUCmXzHDhF/ZagMN5cMNHC7UEWUoblvcmluFTNV3lmd9dzkgkz8wczskAoC+hnk7OFMjczRa7zpo5rUV+acNALSRR1pbQ1tXb4sm/CpNDxvfQ3N1zW3oYSMPbs2tQeaoUaNEltNVcNQpF0Yy42u4NoJDkkfeDk51ZI5GMittDG5i828bNstrK0Am2nI5PzXhVzb8Py0PbuBIyx/f229f3Jpbg0wdKAstLSDTfsOJKVjl7eBUR82oXVbaGNzE5t+mNAthUY6qJpx6cHc+pvR24T5526ALdaAyQPP4+ipuzQGZFogWkBlfw7XZaeTt4FSBxgfINPXov6HH/qr2ygOANvJI81Huzictf5++z9sGXakrNI+vr+LWHJAJyNRa7c7tkK4EW5/KkbeDUwUaHyBT9dF/nsf+qvYCZMbTYdvYw9JGTEJ8j8dnE3/i1hyQCcgEZHrwpqWGOhhA5o8dQygAaAOW06CFu/NJyx/f2wceaG7f5tX2c27NAZmATEAmIFPu40qje5VG3+hzn0Yy0+ri+iijjcf+aZ0bd+eTlj++tw880Ny+zavt59yaAzIBmYBMQCYg83uIJvBUWcBkY7SUOh7uBUxpnRt355OWP763DzzQ3L7Nq+3n3JoDMgGZgExAJiDTQcjknCKh0rFxdz4qZUAau9ADze3a2wX/5tYckAnIBGQCMoODzNDfxpN3Hq5K58bd+aiUAWnsQg80t2tvF/ybW3NAJiATkAnIDAYybcxltPW4HCOZ8XX41YYObuCodv2Qf/02xa05IBOQCcgEZAYDmTbmMgIyAX+hwgo3cIRqN5/rxa05IBOQCcgEZDoBmTb2GjTxmBmQCcj0GSoaKjs3cIRqN5/rxa05IBOQCcgEZDoBmSYAMC3Ym8gDkAnITPMzX7/nBg5f7RJyubk1B2QCMgGZjkNmQ1vZEPA8OHmGhET6S/8vd5p4TWLefTK566HSEQAy1QGRu/NR0Qtp1PUyYStobtfeJjTLew9uzQGZgExApsOQaWohC0FoJdBUHZnLA5k26qESbAGZ6p0od+ejohfSqOtlwlbQ3K69TWiW9x7cmgMyAZmATIchM4GiU075iTj11J9mOulagky6V7mAZAMy874mkTZJp22JGqqHSrAFZKp3otydj4peSKOulwlbQXO79jahWd57cGsOyARkAjI9gEwCzNNO+3mmk651BTKzvu5R9W08aQEXkKneiXJ3Pmla4Xt1rUzZCprbt7kp7bLeh1tzQCYgE5AJyGRf+KM6WtrQu9NVXvmYFmgBmeqdKHfnk6YVvlfXypStoLl9m5vSLut9uDUHZAIyAZkeQGYoj8sxkqn2fvS0DsMELKflwd35pOWP7+0DDzS3b/Nq+zm35oBMQKZzkGljv8RqN2zV/G0smFEdZcyz8Ec1D4xkqnVygEw1O6m2M6T7wZ7cwAE7u+e33JoDMgGZzkGmjQ7Up2DHvfWPKgCGAJkmfsDkXcTkygKmtDbA3fmk5Y/v7QMJNLdv82r7ObfmgExAJiDT4cflKgEoL5THBJkq9kxLY2p0uaG9S9PKkFfztPtjVCs+2IDm0FwlLuimAWQCMqOETBMjWrqNjSt9XuAAZOp3Lg2NLufdHF/FT/JqrpIH9wiHShmQRt8389gMmtu1dx6tTF3LrTkgE5AZJWTa6KRNBYG0++StCyDTbMeSV480vel7G3lwdz4q9UQas76ZZk9obtfeaXrY+J5bc0AmIBOQicfl0WxhZCNo2wBAGyPx3J2PDS2Qhx40QXM9e4XgX9yaAzIBmYBMQCYg06AP2IBMG50bd+djow7IQw+aoLmevULwL27NAZmATECmQcCoRtDJCzV4XG62Y8mrRzV8qFye3J2PK/VEOX70f2huNhb44FvcmgcFmSdPnhQzZ84UPXv2FC1atBBt27YVQ4cOFdu2batDyZUrV4r+/fuLli1bijZt2ohhw4aJHTt2FKHmunXrxI033ijOO+880axZM9GnTx+xZMmSojRHjx4VEyZMEB07dpRpevToIZ5//vmyyPrNN9/IkSI6yeA+OF6lMnI7pK35ZqGAgAl7ATLNdiyh+JaNtu5zLAyx7NDcbCzwwUe4NQ8KMsePHy9atWolFi5cKLZs2SLefvtt0a1bN9G1a1dBULhx40YJlyNHjpT/XrVqlbjiiitEr169xLFjxyQgEnASnP76178Wa9euFZs2bRJTpkwRjRs3Fi+//HIdRI4aNUq0a9dOLFu2THz++edi9uzZokmTJvVglC4AZOo1XBudtI08bAWYvHVR3fexpqZG0Bt7yp1pez+qgiz3Zuw2NMmrh40yquTB3fmolAFp9GJnXntBc7v2zquXieu5NQ8GMo8fPy46d+4spk6dWjSaSMBJgLh69WpBYNipUydBaZODYJO+X7x4sfzoqaeekv/fvn170X1opJJGN+mgkdHTTz9dzJs3ryjN8OHDRffu3euNZgIy9RquqU467zYzVI48exmaCAAq98hrL1P7PtJIfSV7ATL12oCK7txpuDsf7vLj/vo+B831bea7n3FrHgxkVppa+eKLL0porK2tFeeff76488476yWlkc5bb721CDJLH6HTI/MEMp955hl5z9I0CxYskJ/TKGrhAcjUa7h5oYkavQ1wciW4mLIX3afSOWnKDDndg/5WStMQkKuOllYaKaXP00ZLQ9LDhbpwdz4u1BFlKI7N0FyvrwrBf7g1Dxoy6XE3jUAOHjxYPrImAJw+fXo9yLzuuutEv3795Od79uwR7du3FyNGjJDXfPfdd4JA9YwzzhDLly+XaWguZvPmzevdhx4nUh5JuiRBIWSuWb9Nvh/W13PT9n2yWvSXqw6LXlougYb+Zs0juccpp/xEnPpvP8100rV5y5G1/DrXvVtTK4YOHynor851OmlffPkHTeivznVJWtPQn6UMtq4x4b+2ytpQPjbaugv1RBl+jOXQnK9fc9XPuDUn5knWpBALpR2N0hK48P39998vF+PQHMlx48bJ+ZY06kgAOHfu3HpFHDJkSNFj7vXr18t5nPRInO5DQDl//vy660aPHi3nY5YetGCo8NF7OchUMbILNqxmGQjWySnpb9YjucfPfvYz8e///u+ZTro2bzmylt+160xoQu2K7lPppLZJ9qa/ldLQPVw/TNjK9TqifLAALAALqFigcJBNhX+8gEwajdywYYNYtGiRnIM5aNAgZcj86quvJHDS6Oa7774rPv74YzFp0iS5Wp0W+dCRBzIxkpn+S9HESFByDxrFPO3//Hmmk671YSTTxi/kvCOZKmU0obtKPtxpQqkH9wgHtw64f3qsLbURNNe3me9+xq15kCOZhXRNC35odJFGIunvtGnT6sH3wIED5SpzOuhROG1tVErcN998s7j44otlmokTJ5Z9XE6r1SmPN998sygPzMmsP88l76KctAU5yRzAU0/9HjJP+x4yM5x0LUEm3SuEuTd56lAITnnu09C1JuaWcpVN576h1IN7rpaOTZHWzlxBaG7Hzi75M7fmwczJpNFL2sty165dRYD37bffSvCbPHmyHNW8/fbb60EmrUqnled03HDDDXJfzNLjgQceEE2bNpVzNJ977jl5zy+++KIoGe2TWW5lOiCzuOGamp+nstAEkGkmaAIy1e1o45WPNjop7s7HRh2Qh7rfkq2guZ69QvAvbs2DgUwCPgK8GTNmFIHfRx99JD+nFeF33XWXXGGe7IlJCWlxEH3/yiuvyOvGjh0rRzIPHz5cdB9aWU57btJB8ztpvmfp/E5K07t373qACsiMEzJDgQ0KpIBMdD4hdKioQ8N+zA0csL97cYRb82Agk8iORiNbt24t37yzefNmsWLFCrnReocOHcSBAwfk1kL0PW1XRJus03xLGrWkR+X0tiA6Pv30U7nY57e//a345JNPZLq//OUvEioLH7XffffdctN2mqdJ+2YS3NJCoddffx2QqfCaxhgel4fy2BSQ6V7HYKOz5u58bNQBeej5LjTXs1cI/sWteVCQSW/1oUU6tDKcQJEej9NWRFu3bq0DP5qjefXVV8uFPOecc4647bbbxN69e4vAkOB0wIAB8u1BdJ9LLrlEPP744/JReXLQhu6UV/JaSYLZpUuX1gNM+gAjmXoN1wScuTAn00Q9XAliGMnU82FXdMtTDu7OJ0/ZcC2PP0JzHru67K/cmgcFmWUJz4EPAZl6DdcEnNmCzLwjsr68VQiQqefDLncqqmXj7nxUy4F09nwPmtuztSt+za05INMChAIy9RquL5BpagFTQ69jdCUQATL1fNgV3fKUg7vzyVM2XMvjj9Ccx64u+yu35oBMQKbW9jzcDkmN0RfIjOlViYBMdD4ud5Qomxn/tBHfoZUZrUzZkVtzQCYgE5BZYQ/NtH0yE8ik92ofP3Ey00nX+rAXJyDTrY7BVAfT0H24Ox8bdUAeen4LzfXsFYJ/cWsOyARkAjJzQubjc+YIgsUsJ10LyPwhsIe05RM6n/g6a2gOzX30AUCmBQjkzgJzMvWCjy+PyzEnU09XHwNwzGXm7nxitq2rdYfm8cU0bs0xkslNmNjCSGuk1NSIVgKqp5zyE0GPvbOcdG3aKCNWl8cXlF0FBNPl4u58TJcX98vfFqF5fhv65ofcmgMyAZlaEMjtkKYaqAujjCZGZE3ZI+99bMzJzFtGXG+2g/SlrUN3c7pDc3O29MUvuTUHZAIyg4RMauDVHmUEZMYXsH3pWFTKyd35qJQBaey2IWhu194u+De35oBMQGawkNlQA7YBgDbysBWk3q2pFWPHjhX011aeyKe6HR535wN9q6tvOftDc/c04W4n3JoDMgGZWtDA7ZDcDSq5vw0AtJGHLXuForste4WQDzQHcITgx6hDw37M3c4BmYBMQOb3j9Y5AhEgk8euHFrhnvW14u58YHP32gc0d08T7nbCrTkgE5CpBVjcDsndoDCSmS2IhqK7Lf8KIR9onq2t+Kw9NIfmpv0XkAnIjBIybWz8jZHM+AK26QBdzfsBOOLzX2gOzU3HHEAmIDNKyDTdkMrdD5AZX8C24Ve28gBwxOe/0Byam44vgExAJiATczJTfQCdDzof050P7ueeT6Gdu6cJdzvh1hyQCchMBYxCJ+d2SO4GZfP+GMmML2Db9C/uvNDW4/NfaA7NTccVQCYgE5CJkcxUH0Dng87HdOeD+7nnU2jn7mnC3U64NQdkAjJTAQMjmdkCD0Yys9mNO6ji/mq6cHc+0EFNB5t2gubuacKtP7fmgExAJiATI5mpPsAdiLgDKe6v33lCc32b+e5n0Byam/ZhQCYgMxUwMJKZLfBgJDOb3UwHOdwvmw4Ajmx289nfoDk0N+2/gExAJiATI5mpPoDOB52P6c4H93PPp9DO3dOEu51waw7IBGSmAgZGMrMFHoxkZrMbd1DF/dV04e58oIOaDjbtBM3d04Rbf27NAZmATEAmRjJTfYA7EHEHUtxfv/OE5vo2893PoDk0N+3DgExAZipgYCQzW+DBSGY2u5kOcrhfNh0AHNns5rO/QXNobtp/AZmAzHqQ+dpbqwQBUrlz0UvLRU1NjaC/ldLQ9aYd1cf7ATLjC9g++mmlMgM44vNfaA7NTccwQCYgswgICRAbNWqU+wRo7pMQTrakv6Ybru37ofNB52Pb55CffZ9DO7dv82r7ObfmgExAZhEAJWD0+Jw54r33V5Y9aSSz0nd0XShglbfxAzLjC9h5fcal67k7H5fqirL80FaheXwxi1tzQCYgsyxkEkQeP3Gy7Ekmq/QdXQfI/CFQATLjC9ghwQp35xOSrUKpCzSPL2Zxaw7IBGQCMplWl69YVSuGDB8p6K/vnRB3IPLdPiGWH5oDOEL0a9Sp2K+52zkgE5AJyGSCzJCCGXcgCslWodQFmgMyQ/Fl1KOyL3O3c0AmIBOQCchMHWnlDkToBNwDGmjunibc7QSaQ3PTPgbIBGQCMgGZgEz4QD0fAHAAOEwDB+7nnk9xt3NAJiATkAnAAGTCBwCZ8AGsLo/QBwCZFiCQO4tvvvmmbt9JonqXf80lK6Kxuty9X5zV9BvuQFTNuiHv8r4OzeOLAdAcmpuOhxjJ5CbM7+8PyIyv4ZpuqNW+Hzqf+HwYmkPzascd5M/vg9ztHJAJyMTj8ggfkegGb+5ApFsepPe/84GG/Brq2hjt3D1NdDXUTc+tOSATkAnIBGSmTuHgDkS6gRHp+TtDaM5vY9f8GJpDc9M+GRRknjx5UsycOVP07NlTtGjRQrRt21YMHTpUbNu2rQ4lV65cKfr37y9atmwp2rRpI4YNGyZ27NhRDzXnzp0runfvLpo3by7/Pvnkk0Vpjh49KiZMmCA6duwomjVrJnr06CGef/75ssiKx+XxNVzTDbXa90PnE58PQ3NoXu24g/z5fZC7nQcFmePHjxetWrUSCxcuFFu2bBFvv/226Natm+jatasgKNy4caOEy5EjR8p/r1q1SlxxxRWiV69e4tixY3WAOGvWLHmfF198UWzdulXQ/08//XT5/+QYNWqUaNeunVi2bJn4/PPPxezZs0WTJk3EkiVL6oEmIJO/oSAY8dqYOxBBP179stgXmrunSRYdda6B5tBcx19U0gYDmcePHxedO3cWU6dOLYI8As7GjRuL1atXCwLDTp06CUqbHASb9P3ixYvlR4cOHRJnnXWWBMvC46WXXhKffvqp/IhGRgk6582bV5Rm+PDhctSz9ABkxtdwVRqfT2nQ+cTnw9AcmvsUo1DWbP7K3c6DgcxKUytp9JEgsra2Vpx//vnizjvvrJeURjpvvfVW+fmrr74q0+/evbvibM1nnnlGpil9zL5gwQL5OY2iFh6AzGzOj6Dhjt24AxG0dkfrRAto7p4m3O0EmkNz0z4WNGSuXbtWzpUcPHiw3EaIAHD69On14PG6664T/fr1k59PnjxZnHPOOeLDDz8UAwYMkPM6aY5nMtJJaWguJs3VLD1qampkHsuXL68ImWvWb5Mb3rp6LnppudzTM+8+mXQfV+uIcun736bt+6RP01/YLw4bQPM4dC5sz9AcmpuO78Q8xBR0EoelHY3SErjw/f333y8X49AcyXHjxsn5ljTqSABIC3pKjyFDhtQ95r7rrrtE69atRd++feV8S3rMTp/RtfTInI7Ro0fL+Zilx7p164oevSffF45kqhi5mjYkUCZnoL9ZjrzXZ8kT18ACsAAsAAvAArCAexbQ5R8vIHPPnj1iw4YNYtGiRXIO5qBBg5Qh84477pCguGLFiiK1LrvsMtG7d+/ckImRzPh+KZr+ZViN+2GEIz6/hebQvBqxBnna9Tvudh7kSGYhHdJIJEHj/Pnz5d9p06bVQ/2BAwfKVeZ03HfffTLd119/XZTu3nvvlSOjtE3SxIkTyz4up9XqdO2bb75ZdC3mZMY3z8X0vJZq3w9zteLzYWgOzasdd5A/vw9yt/Ng5mTS6CVtH7Rr164iwPv2228l+NFcSxrVvP322+tBJq1Kp5XndDz99NMyPW1dVHjQY3dadU7Hc889J9N88cUXRWlon0z6fPv27YDMpctTN/hGAOEPIKZszB2ITJUT9zHnU9DcnC198UtoDs1N+2owkEnAR4A3Y8aMIsD76KOP5Oe0IpzmVtIK88I9MWlxEH3/yiuvyOtoeyIasSzdwogel//qV7+SaWh+J6Upnd9544031j1SLywERjLja7imG2q174fOJz4fhubQvNpxB/nz+yB3Ow8GMgnqaDSSFu3QiOLmzZvlvEraaL1Dhw7iwIEDcmsh+p62K9q0aZP4+OOPRZ8+feSjcnoMnhxjxoyRm7EvXbpUbtqePEIvfAx+9913y5XntDiIwJTglvbOfP311+uNlAIy+RsKghGvjbkDEfTj1S+LfaG5e5pk0VHnGmgOzXX8RSVtUJBJb/WZNGmSfMMPrS6nx+MjRowoevRNczSvvvpq+dpJ2qrotttuE3v37i0CQxrpfPjhh8UFF1wg70NbGL3xxhtFaWhDd8orea0kwSxBabkDkBlfw1VpfD6lQecTnw9Dc2juU4xCWbP5K3c7DwoyyxKeAx8CMrM5P4KGO3bjDkTQ2h2tsRm7e1rYah9o5/Fpz605INMChAIy42u4tjoFW/lwByJb9UA+6m0RmqvbKhS/gubQ3LQvAzIBmUWrwBd+vyrcxBt/6D6mnRX3q14AROdTPdtXy++hOTSvlu8hX3u+x93OAZmATEDmVnsN2tfgyR2IfLVLyOWG5vHFBWgOzU3HNEAmIBOQCchMHXVG54POx3Tng/u551No5+5pwt1OuDUHZAIyAZmATEAmfKCeD3B3PtydJ+6vD0zQXN9mvvsZt+aATEAmIBOAAciEDwAy4QOCGzh8B7IQy8+tOSATkAnIROcCyIQPADLhA4DMCH0AkGkBArmzwBZG8T2CCO0XL3cgCs1eIdQHmscXt6A5NDcduzCSyU2Y398fkBlfwzXdUKt9P3Q+8fkwNIfm1Y47yJ/fB7nbOSATkInH5RE+ItEN3tyBSLc8SO9/5wMN+TXUtTHauXua6Gqom55bc0AmIBOQCcjEnEz4AOZkwgcwJzNCHwBkWoBA7izwuDy+X4e6vyZdT88diFyvf4zlg+bxxS1oDs1NxzqMZHITJuZkpo6SmXZq3M98oETnY96mrvspNIfmrvsoypffR7nbOSATkInH5RE+ItENztyBSLc8SJ+/c0mzITTnt3GaBra/h+bQ3LTPATIBmYBMQGbqaDM6H3Q+pjsf3M89n0I7d08T7nbCrTkgE5BZFjIfnzNHvPf+yrJnTU1Nxe/oukaNGomFS5enggt348H9zQVM7kAErcxpZcqW0Nw9TUxpW+k+0Byam/YxQCYgswgGX3trlYTEvCfdx7Sz4n7VC4DofKpn+2r5PTSH5tXyPeRrz/e42zkgE5BZDwYJEGkksty56KXlgkYy6W+lNABMewHCVjDmDkS26oF81H0TmqvbKhS/gubQ3LQvAzIBmVojjghC8QUhCjrQPT7doTk0Nw0cuJ97PsXdzgGZgExAJhb+pPoAdyBC5xNf5wPNoTl8oPo+wB3bAZmAzFTAKAwE3A6JoFP9oFNOA+jupi6c7QWaQ3NO/8K93fAv7nYOyARkAjIxkpnqA9yBCB2OGx0OflC6p4PNtoF2Hp/+3JoDMgGZqYCBjie+wFPasXEHIpsdKfJS82dormankPwJmkNz0/4MyARkAjIxkpnqA+h80PmY7nxwP/d8Cu3cPU242wm35oBMQGYqYGAkM77Ag5FMaM7d+XB3nri/vg9Dc32b+e5n3JoDMgGZgEyMZKb6AHcg8j1Qh1h+aA7gCNGvUadiv+Zu54BMQGYqYGAkM77OBiOZ0Jy780Fn756PQXP3NOFuJ9yaAzItQOaBAwfqXtP4+jsfin9+uN7b872P1oudO3cK+utzPVB2Pf2gu569QvAvaA7NQ/Bj1KFhP+Zu58Q8yWuqiYXSjkZpCfB9fQt88sknud8Fnvdd4rg+//vYYUPYED4AH4APwAfgA9l8gFgo7QBkplmozPeAzGwOiYYMu8EH4APwAfgAfCAMHzAGmStXrhQbN26sw625c+eKSy+9VLRq1Ur07NlTPPXUUxlQzd9LCh+X09A9zVHw9Vyzfpv45ptvBP31tQ4ot7520F3fZr77GTSH5r77MMqf7sPc7ZyYx/jjcgLJd999V1IhASbB5aRJk8TChQvFQw89JNq0aSM/j+UgKEuMTE7PPZGX8/7ck4Q5y457Z5/UDt2z285Xv4Pm0NxX30W51X2Xu52zLPxp0aKF2LZtm2TIvn37ivnz5xfx5NKlS8XFF18cC2PKkT9AprrTI0C4ZyvuQATNoTl8oPo+gHZefQ1stwNuzVkgs3379mLNmjUSIs8991xRW1tbBJSbN28WLVu2ZIPMWbNmiWbNmonf/e539fKgR/n9+/eX+dOI6rBhw8SOHTuK0n355Zfy87PPPlsQMF911VXigw8+KEpz9OhRMWHCBNGxY0eZV48ePcTzzz9ftk6AzPgaru1AwZ0fdyDiLj/ur98Gobm+zXz3M2gOzU37MAtkjhw5UowaNUoCF4EePSovPB599FHRp08f45C5b98+MXjwYHH++eeLs846qx5k0jxRgksqH/171apV4oorrhC9evUSx44dk+UheCRgvPzyy8XHH38sPv30U3HHHXfIR/5btmypKzPVr127dmLZsmXi888/F7NnzxZNmjQRS5YsqVcvQGZ8Ddd0Q632/dD5xOfD0ByaVzvuIH9+H+Ru5yyQuWvXLtGtWzc5AkijfQR29O/Ro0eLq6++Wo78LV++3DhkPvHEE+Kaa64Ru3fvFl26dKkHmQSGnTp1EsePH6/Lm2CzcePGYvHixfKzBQsWyP8XLlyi9BdccIEYM2aMTENTAU4//XQxb968ojoMHz5cdO/eHZCJN+h4Pe+2XGDnDkToTPg7E10bQ3P3NNHVUDc9NIfmuj6Tlp4FMomyDh48KB588EG5qpweORNYEviNGDFCrF692jhg0g1ppPHEiRPy3uUgk0Y477zzznp5d+3aVdx6663ycyrfRRddVC9NAqj0xTPPPCNBtPQxewKohSOelB4jmfE13LSG59v36Hzi82FoDs19i1Mor77PcrdzNshkoUiNm5ZCJoEegeH06dPr3eW6664T/fr1k59fdtllYtCgQfXS0CN+uv7w4cNydLZ58+b10tTU1Mg0paO0gEx9x0ewcMtm3IEIerulN+kBzd3ThLudQHNobtrHrELmkSNH5NZGTz/9tIQ9Ounf9Bl9Z/IohUwadSQALLd10pAhQ+oec9Pjbvp/6UGP4ul6eqUiPfan+Zilx7p164oevSffF0Im7UlFDdnXc9P2fbJa9NfXOqDc+tpBd32b+e5n0Bya++7DKH+6D3O3c2KeZHcdYqG0I9Mbf/bv3y/Gjh0rF8/Q4phyJ333xz/+UVBaE4erkKliZBP1xz1gAVgAFoAFYAFYABaopgUKB9lU+EcbMultN5dccolcKEMgSY+i7777brninE76N31G31EaSkvzOfMepZB56NAhOco4bdq0erceOHCgXGVOBz02L/e4/JFHHpHloxHXiRMnln1cTqvVKY8333yzKA+MZKb/msIvTrdtxP1rF/q7pz80d08T7nbisubtx8wX/+/wp1hPyoPbxq7dn1tz9pHMe++9V8LZfffdJxfAVDrou/Hjx9elNQ2ZdD9aWX777bfXu3Xnzp3rtlyiBUC0Mr70uO222wQtEKLjueeekzD5xRdfFCWjfTLp8+3bt1eETLzxJ745L6bnuFTjfpirFZ/fQnNoXo1YUylPAsz/PfJvrCfl4VKdbZSFu52zz8mkEcVrr71WmRlpCyK6Ju9RbnX5XXfdJffQTPbEpDzWrl0rwfCVV16RWdI+l/T/DRs21BWB9s6kTeXHjRsnP6P5nfTIv3R+54033ih69+5dr+hY+BNfsLYRHGzmwR2IbNYFeam1R2iuZqeQ/MllzQGZPP7IrTk7ZNIqbNrKSPWgtOVWbqtcT5ux0x6ddNK+ljfddFPd/+kxN20t1Lp1a7ld0aZNm+Rm67QpPD0qP3nypMyC9sSkV2HSKnP6nvbLpG2N6O0/9Cag5KDH/G3btpWbsdO+mTNmzJCjsK+//jogE/tkBvdrmDsQhdRRh1IXaM7TqbvsHy5rDsjk8Uduzdkhk0YOb7nlFhVGlGluvvlmOdqY5RgwYIAchSx3vvDCC/KWtEcnbQhPe3eec845gh6D7927tyi7r776qg4saSN5GoktfTUmwSjNKU1eK0lvDaJ3spc7MJLJ0zhcDtahlY07EIVmrxDqA83ji1suaw7I5PFHbs3ZIZM2MS/3aLkcjNE2QZS23LzJLNDpyjWATJ7GEUJH7ksduAORL3aIqZzQPL645bLmgEwef+TWnB0yaf4izWckeKQFNTQvctasWXLxDJ30b/qMvqM0HTp0qPcmHVdgMWs5AJk8jSOmDr/adeUORNWuH/Kv30aheXxxy2XNAZk8/sitOTtkEpjRXEjaFojmLNJZuk9m8jmlKX0lY1awc+k6QCZP4wAY2LMrdyCClva0VLU1NHdPE1XtsqZzWXNAJo8/cmtuBTIT4COAfPbZZ+U+k2PGjJEn/Zs+CxEuk3oDMnkaR9ZAiuv09eAORNBEXxNum0Fz9zSJWXNAJo8/crdzq5Dp0uiizbIAMnkaB3fAxf1/1I07EMHW7rURaO6eJtztxGXNAZk8/sitOSDTAm0CMnkaB3fAxf0BmTH7AHfnE7NtXa27y5oDMnn6UW7NAZmATK09Hbkd0tXgG3u5oDtPgHfZr6A5NHfJPwGZPP7I3c6dg8wJEyaUfa2jBRZkywIjmTyNw6UAGHpZuANR6PbzsX7QPL645bLmgEwef+TW3DnITPbVZCO+KtwYkMnTOHzsuH0tM3cg8tUuIZcbmscXt1zWHJDJ44/cmgMyLUAnIJOncYTcwbtWN+5A5Fp9UZ59AprHF7dc1hyQyeOP3JqzQya9J1znvPDCC+U+miEdgEyexgEQsGdX7kAELe1pqWpraO6eJqraZU3nsuaATB5/5NacHTKTzdeTDddV/gIyeZwpa+ApvI7bIU2UEfcw7z/Q3bxNXfdTaA7NXfJRQCaPP3K3c3bIPOuss8Sll14q3nvvPaXz+uuvx0jmVh5nMhEwuB3SRBlxD/P+A93N29R1P4Xm0NwlHwVk8vgjdztnh8z+/fsLAk3VAwt/eBzJVLDgdkhT5cR9zPoRdDdrTx/8E5pDc5f8FJDJ44/c7ZwdMseNGydHJjdv3qzEmYBMHkcyFSy4HdJUOXEfs34E3c3a0wf/hObQ3CU/BWTy+CN3O2eHzJdffln07dtXPipXOV599VUxZcoUlaTepMHCH57G4VIADL0s3IEodPv5WD9oHl/ccllzQCaPP3Jrzg6Z3pAgY0EBmTyNw8eO29cycwciX+0ScrmheXxxy2XNAZk8/sitOSCTES6TWwMyeRpHyB28a3XjDkSu1RflwT6ZMfqAy+0ckMnTj3JrDsgEZOLd5Q6v5nelo+MORK7UE+X4sSOD5jyduss+5rLmgEwef+TWHJAJyARkAjJTfYA7ELnc8cZaNmjO06m77E8uaw7I5PFHbs0BmYDMVMAoDIrcDulyAI65bNCdJ8C77FPQHJq75J+ATB5/5G7ngExAJiATI5mpPsAdiFzqzFCWHzozaM7TqbvsXy5rDsjk8UduzQGZgMxUwMBIJk/jdrmzKS0bdyDyyRaxlDV2zduPni8IbLhOur9rvuSy5oBMnn6IW3NAJiBTK9BxO6RrQRflwahWrD4Qe1vnhhq6v2u+5bLm3Hr875F/kz8oXNOEuzzcmgMyAZlajYrbIbkbFO6f7dcwdM9mN5/9LXbNuaHGRaBxWXNuPQCZPDEOkAnIBGRiTmaqD7jc+fgMci6XPXbNuaEGkKkHNdx6ADL19FCNXYBMQGYqYGBOJk/jU22kLqSLHThc0MB2GWLXnBtqAJl6cZVbD0Cmnh6q8QiQCcgEZGIkM9UHYgcO1YAaUrrYNeeGGkCmHtRw6wHI1NNDNdYBMgGZqYCBkUyexqfaSF1IFztwuKCB7TLErjk31AAy9eIqtx6ATD09VONR1SBz37594t133xVLliypw7wjR45YQD77WeDd5TzOq+rkSJff/rEDR4w+FLvm3FADyNSLS9x6ADL19FCNidYhc+PGjeKGG24QTZs2FU2aNJEnHd99953o0KGDeOWVV+xTIHOOgEwe51V1cqTLb//YgSNGH4pdc26oAWTqxSVuPQCZenqoxkSrkLlp0ybRtm1bCZann366PBPI3Lt3r/x/s2bNxAcffMCMfXZvD8jkcV5VJ0e6/PaPHThi9KHYNeeGGkCmXlzi1gOQqaeHaky0CplDhw6VIHnhhReKxx57TLRu3boOMg8ePCh+8YtfyO9vvvlmuxTInBsgk8d5VZ0c6fLbP3bgiNGHYtecG2oAmXpxiVsPQKaeHqox0SpktmvXTkLl1q1bJdYl/08Yj+Zp0mN0emwe0gHI5HFeVSdHuvz2jx04YvSh2DXnhhpApl5c4tYDkKmnh2pMtAqZzZs3F61atarjx1LIPHHihGjRooWgdCEdgEwe51V1cqTLb//YgSNGH4pdc26oAWTqxSVuPQCZenqoxkSrkNmtWzc5kvnWW2+VHcn861//Kh+Xd+nSJSTGFIBMHudVdXKky2//2IEjRh+KXXNuqAFk6sUlbj0AmXp6qMZEq5B5zz331C3uGThwoByxJOgcMmSI6NGjR91q87vvvhuQ6egG4bF3PKoNK7R00J0nALvsJ7Frzg01gEy9NsWtByBTTw/V2GUVMvfs2SNHKZNV5ckWRslf+rxTp07iq6++AmQCMrU2iVd1eKTLFkhiB44Y/SZ2zbmhBpCpF4u49QBk6umhGhOtQiaRIwHkiBEj5Chmso0R/aX/0+c7duwICjCpMnhczuO8qk6OdPntHztwxOhDsWvODTWATL24xK0HIFNPD9WYaB0yE4I8evSoqK2tFatWrRKffvqpoP+HegAyeZxX1cmRLr/9YweOGH0ods25oQaQqReXuPUAZOrpoRoTqwaZoQJluXoBMnmcV9XJkS6//WMHjhh9KHbNuaEGkKkXl7j1AGTq6aEaE61D5tdffy3mzZsnJk6cKG6//XYxatSoeid9HtIByORx3lInbz96vqBAxHlSHqqNK6R0sQNHSFqq1iV2zbmhBpCp1y9w6wHI1NNDNY5YhcyVK1eKc845p24VeenCn8L/AzJ5BFd1jErpXO54EIT4fMZl3fP6dEzX6/4Qazziaa0fbSH9COOOJ4BMvXjFrQcgU08P1bhpFTL79u1btNincOFP4b+T95mHApoYyeRx3lInRxDiszMgk8+2qsHaRDruNuIiOGW1W4y2crmdc+sByOSJcVYhk97mQwA5ePBg8fbbb4tNmzaJbdu2lT1DAUysLudx3HIdRyhBSHe0Kcv0AN0RJ5c7n6wQEeN13G0EkPk3QbCicrpoK5fbObfvAjJ5+mqrkElv/KGtio4dOxYSQ6bWBSOZPM4b6kimi8HU5c4nRljMWmdu33IRnGAr9fjrcjvn9l1Aprqf6LQpq5D5+OOPy8fla9asSQUzrgS0GXzjxo3rnT179qzLkuaO9u/fX7Rs2VK0adNGDBs2rN7+nV9++aX8/Oyzz5bvW7/qqqvEBx98ULbYgEwe560GZP6vW57QmqOWZZSR8lAZCcmTRhcGXO58dAJe7Gm5O2pdv3JZjxht5XI759YDkMnTT1uFTCIwWlnevn17MXbsWDF37lyxYMGCsicnZE6YMEHs2rWr6Ny7d6/McuPGjRIuR44cKf9N+3heccUVolevXnUjsLSnJ70G8/LLLxcff/yx3OfzjjvuEK1atRJbtmypV3RAJo/zVgMy/+/f8gOgjTx0YcDlzsdlUHGtbNwdta5fuWafwvLEaCuX2zm3HoBMnn7aKmTSHMxLL7204mslk9XlZ5xxBhdjytdaTp48ueL9aUslerXl8ePH69IQbNLo5+LFi+VnBMb0f/o8OSj9BRdcIMaMGQPILPNKTBvzDG2MANoAQBt56MKAy52Py6DiWtm4O2pdv3LNPoDMfT8MtmzjAY48enP7LiCTR3OrkHnttdfWAWalleXJe825KDMNMs8//3xx55131su+a9eu4tZbb5Wf0+svL7roonppEkAt/QIjmfvkI+Y8j3dVrrUBZ6HkoQsDgEyeAJyn081yLXc7pPtz/6DUXbSWxU50jQ1bZS0b13Uut3NuPQCZPDHOKmTS42QarSTQmzRpknx0Pn/+/LJnNSCTYJBGKKdPn14v++uuu07069dPfn7ZZZeJQYMG1Uvz6KOPyusPHz5c9F0hZK5Zv03+SnTpbD9GbxNz3b3zKDhglFFtxSkFOhsgS5ro+OCm7T+McNBfneuQ1i17cXfUyRxklR+FWdNIkNWMWbpzo5P7Zy2jynW6bdBGW8razkPQI4FMG3Z2KY+smqvWgZinUaNG8iQWSjsapSVo6PsOHTqIZs2aid27d+e5Ta5rCXBpC6Xrr79eUHmSR9xUph07dkhIpLmipceQIUNE9+7d5cf0l/5fejzxxBPy+p07d1aETBUj56pghosJGlWCYp40NsAJeaiDLGmOIz4LcLd1uj/yUGuHIbXBEDSn/i0kTVyJboWDbCr8kwsyacFN06ZN5YKbah20WOfqq68Wy5YtE+vWrRMLFy4UHTt2lHNFbUCmiyOZ3KMbtkbnAJlqnVuWX+zcv3ZVfxUjXb6RUe62bmskM5R6uObPWdt5CHpkiYuu6ZelPFk1V83L6kjmyZMnxT333COBjhbP0Krs7du3lz1tQug777wjRyDp0T39nTZtWr3sBw4cKFeZ00GPzcs9Ln/kkUfknNMjR45UHMmk+Qlc82my3pc7QAAy1eHPlq0wJ5Nn/lHWNmjrOu62DshUb+u6bdCGj2SdkxmCX2FOJk9MtDonM3njT0PvLKfvOFeXl4PXPXv21MElrSy//fbb6yXr3LmzoIU9dNACINpYvvS47bbbBC0QKj1cX/jDHSBsgRNGMvk6uKydj42OEXmodw7cbR2QqdcGXVsklbWdh+BXgEz1OKITc61CZkMrym28u/yzzz6TgEh/C4/ly5dLyHz55ZfFXXfdJWiFeeFbidauXSu/f+WVV+RlS5Yskf/fsGFD3W1o78xzzz1XjBs3DpBZ5rVqAED1zseGrXRHUbJ2PjrBCGl5grztbXlCAI6QYFmnXWVt5yFoDsjkiT9WIZNGAlVPjsflNKJII5K0sTq9O502Tn/11VflZ/TGHwJL+qx169YSRmlfT9psvU+fPvJROT3up4P2xOzbt69cZU7f036ZtK0Rvf2H3gSEkcz6QGUDnJCHOshmeXOR7q4Ctraa0elEY08bAgyEBIA29NDxeUDmU85NZ9PRL0varJqr5mUVMjnAUfeeW7duFX/4wx/kYh9a6U4rzEePHi3okXlyrF69Wi4Oosf755xzjqDH4MkbgZI0X331VR1Y0huCaA/Q2trassXB43I72/IAMtUh04atdEdLVYOW7XTcjzTlljyj51vp3GxADfJQa4e2YFmnvWQFjhA0x0hmACOZukAYSnpAJiBTZ/snGwBoI49QIJO7A7XZuXHXxRY4oR7qIAvIVLOVzXaoowl32qw/LFTLZXUkkxbFpJ306JrebR7SAcgEZAIyeX4l2xhltPEiAVtADjhTA46QYFkVBihdVuAIwa8AmTwx2ipkJq+MLF0AlKw2Tz6n/4d0ADIBmYBMngDG3bnZ2hkBkKkGfwkIcOsOyNRrryHoQb6VZa564iuqf21NjVH9cZH1h4Xq/a1CJr1tp9x51llnyf0laY5k//795Rt5QjoAmYBMQKZep6UawLg7N0CmOvwBAN20le5of5YFftzt0Ab0h9bWVWNoUJDZEDjSohkCTHpHeOlm5r4DJyATkAnIBGQ25APJ4h/V0ZAs6RLY0PFF3bQ2YAB5qMMsbKVuK0AmT4y2OpKZBov79++Xr50st9dk2rUufw/IBGTqdNY2FuXYyMPGI2DuERSbHQ93XQAc6sABW8VnK5ttXXWU0Ua6aEYyCRJPnDghzjzzTLmtUEgHIBOQCcjk+ZXMDWY2Ox7uugCc4gMnaK6uuc22bgMeVfOIAjJpE3Ta+Jz2o6S5mbQ/ZUgHIBOQCcgEZKY9LgdkqgEBwEnNTpgjq26npG2G8oRHFTDz7CigmofVx+Vp7yxPvu/Xr19IjCkAmYBMQCYgE5Cp3+mXsxkgU92OsJW6rTCSyROjrUKmyrvL6e05K1asAGR+v2eZ6i+FvOm4R1BsNV4bv0KRh3rQtrEdiI09LG1oDhhQ9yvYCrbS+dGuk9ZWW8/bZ5u8PqjH5QMGDBDlzmuuuUYMGTJETJo0SezYsSMowKTKYCQTI5muBTobwRR5AAZ0/F41LSATfqXqK7rpbMQsGwsidSA0KMgMjh4VKwTIBGTqBDsbgQ55qHfUNmwFcFLXA7aCrXTiqU5aW21dBwK50wIyFUHO5WSATECma4HORjBFHoABHb9XTQvIhF+p+opuOhsxCyOZDdNaIx2Y2759u8h66uTjelpAJiBTJ9jZCHTIQ72jtmErgJO6HrAVbKUTT3XS2mrr3KOTOvf3eiQzeVe56qryJN0ZZ5zhOjdqlQ+QCch0LdDZCKbIAzCg4/eqaQGZ8CtVX9FNZyNmYSTT4EimymrycmkINkM6AJmATJ1gZyPQIQ/1jtqGrQBO6nrAVrCVTjzVSWurreuMNHKn9Xokc9SoUSLrCcjEFkY6wQHbJKl3PLCVe7YCOKlrAlvBVrp9g2p6QKZ57rC6T2ZI4KhTF4xkYiRTNcgBANU70JBsBXBS1x22gq104qlOWkBmQJBJ+2G+8cYbYvHixeLNN98Ue/bs0eE2r9ICMgGZrgU6G8EUeQAGdPxeNS0gE36l6iu66WzELBsvqWg/er7yy1y8flxejgS3bt0qBg0aJEoXA9Fin9/97ndi7969XgGkSmEBmYBMnWBnI9AhD/WO2oatAE7qesBWsJVOPNVJa6Ot28hDZ3FRUJC5e/du0bFjRwmYlRb89OzZU74hJ6QDkAnIjDHQ2QimoeQBcAI46cQI1bTwK3W/Cm36jeqCoaAg87777quDyyuvvFLce++98lWSo0ePFpdccon8jgB0ypQpITEmXis5EpCp2imEFOhCAUAb9QAMqMMAbAVb6cRTnbQ22rqNPKIdybz44oslRM6aNassRD700EMSNHv16gXI3Gp+Am6lXzbkkDoNMUtaGw0Leah3PrCVW7YCOKnrAVvBVln6IJVrQomL0UJmy5YtRfPmzcXx48fLQuSRI0dE06ZNRatWrQCZgExt8A0lQKAe6p1oKLYCOKlrDlvBVirAmCVNSPEkysflBI+0wOfQoUNlIfLw4cOATItwmTghRjLVg3YoQQj1cEtzgJO6HrAVbJUFIFWuCSUuRjuSedlll8nH5WPGjBFHjx4tAk36P31Oj8v/4z/+AyOZFmETkKketEMJQqiHW5oDnNT1gK1gKxVgzJImlLgYLWQ+9thjdYt72rdvL37961+L3//+9+L6668Xbdu2rdvWiNKFdGB1ORb+6AS8UAId6gEY0PF71bSATPiVqq/opgslZkULmTRa+ctf/rIONAv3yky2NKJV56WjnL4DJyATkKkT7EIJdKgHYEDH71XTAjLhV6q+opsulJgVLWQSLNLinvHjx4uzzjqraK9M+v+ECRPk96EdgExApk6wCyXQoR6AAR2/V00LyIRfqfqKbrpQYlZUkFlpY/UTJ06I9evXi5qaGrFhwwZB/w/1AGQCMnWCXSiBDvUADOj4vWpaQCb8StVXdNOFErOigswzzzxTjBgxQixfvlycPHkyVI5ssF6ATECmTrALJdChHoABHb9XTQvIhF+p+opuulBiVlSQmbzFh+ZfnnfeeeKee+4Rq1evjgo2AZmATJ1gF0qgQz0AAzp+r5oWkAm/UvUV3XShxKyoIJNWjRe+pzxZ7NOjRw/x6KOPim3btgUPnIBMQKZOsAsl0KEegAEdv1dNC8iEX6n6im66UGJWVJBJj8jfe+89+Z7yrl271gNO2py9f//+4tlnnxUHDx4MEjgBmYBMnWAXSqBDPQADOn6vmhaQCb9S9RXddKHErKggs5Qaa2trxZQpU0Tfvn3rAWeLFi3EkCFDxKuvvhoUbAIyAZk6wS6UQId6AAZ0/F41LSATfqXqK7rpQolZUUNmIT3So/JZs2aJgQMHCgLM5LE6jW6GdAAyAZk6wS6UQId6AAZ0/F41LSATfqXqK7rpQolZgMwSgty+fbuYPXu26NixY91G7YDMfUL1Bfd50+G1kupBO5QghHq4pTnASV0P2Aq20oVH1fShxEVA5vcESY/NJ0+eLHr37l33OslkJJMWC4V0YCQTI5mqQY7ShRLoUA/AgI7fq6YFZMKvVH1FN10oMStayFy5cqW47777RLdu3eqBZbNmzcTNN98s/v73v+O1klvtjWLSKChGMtWDdihBCPVwS3OAk7oesBVspQuPqulDiYtRQSZtwj569Gi5R2ayfVHhlkb0rvInn3xS7Nu3L6TBy6K6fP3116JRo0by/OeH68XqdducOv+fW/4q/tfw51nP/+s3j7Hen8qPPNQ1hK3cshW1Qe52iDzUNYet4rNVSH0I+a8qZ6xZv03Q01b6q3qNTjpinoR/iIXSjkZpCUq/TzZjLwTLiy66SK4w37x5s+7tvEy/c+fOOiMnxsbfH6AbJ2wAH4APwAfgA/CB8H2AWCjtyASZBJg0z3Ls2LHigw8+SMsjuO8BmeE3HgRIaAwfgA/AB+AD8IHKPsACmbfccovc9/LYsWPBwaNqhWhDejIunTRcTEPTOGED+AB8AD4AH4APwAdC9gFinoR/iIXSDu2RzLQb4ntYABaABWABWAAWgAVgAVgAkAkfgAVgAVgAFoAFYAFYABYwbgFApnGT4oawACwAC8ACsAAsAAvAAoBM+AAsAAsoWeC7775TSodEsAAs4LcF0Nb91s+l0gMyXVIDZYEFPLCAymRvD6qBIjZggUOHDomlS5cG9yINiK5mgQQy0dbV7IVUlS0AyIR3KFuAAs7x48eV0yOh/xYg2KCXK9x///1i5syZYseOHbJS6Hz817ZSDWj1KG1RN2HChHAriZrVs8Dhw4fFY489JrcmfOCBB8S2bdvQ1uEnuS0AyMxtwjhuQLDx29/+Vrz22mtRb18Vh9o/1JJgo3v37uLqq68W9MIFesvXZZddJnbv3h2TGaKqK2nepUsXMXTo0KjqHXtlSfdLLrlEDBgwQPTq1Uu0a9dO/tCI5QUrsevPWX9AJqd1A7r3o48+KmgTfgpE//jHP8SJEycCqh2qUmqBo0ePyg5nxIgRcg9YGsGeN2+eOPfcc+U+ucmBuVvh+A6BRufOncWQIUPqKlWunUPzcDSnmtCe14MHDxbDhg0TNJpJmi9btqzux0bMe2KHpXR1agPIrI7dvcv1j3/8o7jmmmvEVVddJTp06CBBE4/OvZNRucAffvihHNFYv3593TUEnj169JCQSSPb1CHRAehQNquzCY8cOSI6duxYBJikd3Ls2bNHbN++XY5uQ3NnZcx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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling Non-Trading Periods\n",
    "In the early days of financial time series charting, the time axis would typically include ***all*** days on the calendar.As a result gaps appear on the time series chart on non-trading days (weekends and holidays) as shown on the **left**.\n",
    "\n",
    "However, in more recent years, it is becoming increasingly common to ignore non-trading days, as show on the **right**:\n",
    "\n",
    "| SHOW NON-TRADING DAYS | | IGNORE NON-TRADING DAYS |\n",
    "| :--- | --- | :--- |\n",
    "| ![s_show.png](attachment:s_show.png) | | ![s_no_show.png](attachment:s_no_show.png) |\n",
    "| <br><br>**Showing non-trading days makes the distance between any two candles *exactly proportional to the time difference* (number of days) *between those two candles***.<br><br>The **x-axis is *continuous and linear* with respect to time**.<br>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;.&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;.<br><br> | | <br><br>**Ignoring non-trading days causes the distance from one candle to the next to be the same throughout the plot, *but the amount of time between any two adjacent candles VARIES depending upon whether a weekend, holiday, or both, exist between those two candles***.<br><br>The **x-axis** is ***not continuous*** and ***not linear*** with respect to time.<br><br>|\n",
    "\n",
    "<br> \n",
    "\n",
    "### It is important to understand how the differences in these plots affect trend lines:\n",
    "The main difference is that the plot on the *left* ***is linear and continuous with time***, whereas the plot on the **right** \n",
    "is ***NOT continuous nor linear with time***.  \n",
    "The non-continuous, non-linear nature of the plot on the right has ***two*** affects on trend lines:\n",
    "1. When calculating ***slope*** we *cannot use **time** in the denominator* of the slope, since the plot is not continuous with respect to time.<br>*However, the plot **is** continuous and linear with respect to the row number of the data in the DataFrame*, so we *can use* the row number in the denominator when calculating slope.\n",
    "2. By removing non-trading days from the plot, candles that would otherwise be further apart are pressed closer together.<br>  **This can cause the exact same trend line to pass through different candles at a different angle.  This is illustrated below**:\n",
    "\n",
    "***In BOTH charts below, the trend line was calculated as a straight line passing from the Close price on Nov 11 to the Close price on Nov 14***.  \n",
    "\n",
    "Notice that, in both charts, ***the trend line passes identically through the four candles over which it was defined, that is, Nov 11 through Nov 14***.  \n",
    "\n",
    "However once the extrapolated trend line passes any *non-trading* days (for example Nov 16 and Nov 17), then the relationship between the trend line and the candles ***differs*** between the two plots.   In fact, after each non-trading day, the relationship between the trend line and the candles becomes more and more different between the two plots.  This is due to the time-discontinuous nature of the plot on the right.  \n",
    "\n",
    "***But which plot is correct?***  The answer is, it probably does not matter.  I have not seen any specific research on the matter, but based simply on the successful use of trend lines with ***both*** approaches, it appears to me that ***consistency*** is the key:  As long as you always use one or the other (show non-trading, vs don't show non-trading) for all of your trend analysis, then it will probably work.<br><br>\n",
    "\n",
    "\n",
    "| SHOW NON-TRADING DAYS | | IGNORE NON-TRADING DAYS |\n",
    "| :--- | --- | :--- |\n",
    "| ![trend_show.png](attachment:trend_show.png) | | ![trend_no_show.png](attachment:trend_no_show.png) |\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Based on the above discussion, here is a function to generate a trend line given two dates and some time-series data:\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas     as pd\n",
    "import mplfinance as mpf\n",
    "import matplotlib.dates as mdates\n",
    "import datetime   as datetime\n",
    "import numpy      as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_to_mdate(date):\n",
    "    \"\"\"Convert a `date` to a matplotlib date:\n",
    "    \n",
    "    Input: `date` may be any of:\n",
    "        (1) parseble string containing a date or datetime as a string,\n",
    "        (2) python `datetime.date` or `datetime.datetime`,object\n",
    "        (3) pandas.Timestamp object\n",
    "    \n",
    "    Returns a Matplotlib Date: floating point number of days from 01-Jan-0001, plus one day.\n",
    "    \"\"\"\n",
    "    if isinstance(date,str):\n",
    "        pydt = pd.to_datetime(date).to_pydatetime()\n",
    "    elif isinstance(date,pd.Timestamp):\n",
    "        pydt = date.to_pydatetime()\n",
    "    elif isinstance(date,(datetime.datetime,datetime.date)):\n",
    "        pydt = date\n",
    "    else:\n",
    "        return None\n",
    "    return mdates.date2num(pydt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_trend_line(series,date1,date2,price1=None,price2=None,show_nontrading=False,forward_only=False):\n",
    "    \"\"\"Return a trend line given two dates and a time-series.\n",
    "       Input: Pandas series with a pandas.DatetimeIndex, and two dates:\n",
    "              The two dates are used to determine two \"prices\" from the series, \n",
    "              or the prices may optionally be specified as `price1` and `price1`.\n",
    "              `show_nontrading` optionally indicates that time-axis is continuous with respect to time\n",
    "              `forward_only` optionally indicates whether to extrapolate both backwards and forwards, or forward only.\n",
    "            \n",
    "       Output: Trend line as \n",
    "    \"\"\"\n",
    "    if not isinstance(series,pd.Series):\n",
    "        raise TypeError('First argument must be a Pandas.Series')\n",
    "    index = series.index\n",
    "    if not isinstance(index,pd.DatetimeIndex):\n",
    "        raise TypeError('First argument, pandas.Series, MUST HAVE A Pandas.DatetimeIndex')\n",
    "        \n",
    "    p1 = series[date1] if price1 is None else price1\n",
    "    p2 = series[date2] if price2 is None else price2\n",
    "\n",
    "    if show_nontrading:\n",
    "        d1 = date_to_mdate(date1)\n",
    "        d2 = date_to_mdate(date2)\n",
    "    else:\n",
    "        d1 = float(index.get_loc(date1))\n",
    "        d2 = float(index.get_loc(date2))\n",
    "        \n",
    "    slope = (p2-p1)/(d2-d1)\n",
    "    yintercept = ((p1 - slope*d1) + (p2 - slope*d2)) / 2.0\n",
    "\n",
    "    if show_nontrading:\n",
    "        dates = mdates.date2num(index.tz_localize(None).to_pydatetime())\n",
    "    else:\n",
    "        dates = range(0,len(index))\n",
    "        \n",
    "    trend_line = []\n",
    "    for dt in dates:\n",
    "        trend_line.append(slope*dt + yintercept)\n",
    "    if forward_only:\n",
    "        ixd1 = index.get_loc(date1)\n",
    "        for jj in range(0,ixd1):\n",
    "            trend_line[jj] = np.nan\n",
    "\n",
    "    return pd.Series(trend_line,index=index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in daily data for the S&P 500 from November of 2019: \n",
    "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "kwargs = dict(type='candlestick',volume=True,figscale=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "#### Plots without trend lines:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,**kwargs,show_nontrading=True)\n",
    "mpf.plot(daily,**kwargs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "#### Plots *with* trend lines:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/1/2019','11/8/2019',show_nontrading=True) )\n",
    "_ = mpf.plot(daily,**kwargs,addplot=a,show_nontrading=True)\n",
    "\n",
    "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/1/2019','11/8/2019') )\n",
    "_ = mpf.plot(daily,**kwargs,addplot=a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "#### Another trend line example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = mpf.make_addplot(generate_trend_line(daily['Close'],'11/19/2019','11/21/2019',show_nontrading=True))\n",
    "_ = mpf.plot(daily,**kwargs,addplot=a,show_nontrading=True)\n",
    "\n",
    "a = mpf.make_addplot(generate_trend_line(daily['Close'],'11/19/2019','11/21/2019'))\n",
    "_ = mpf.plot(daily,**kwargs,addplot=a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "#### trend line extrapolating *forward only*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/11/2019','11/14/2019',show_nontrading=True,forward_only=True) )\n",
    "_ = mpf.plot(daily,**kwargs,addplot=a,show_nontrading=True)\n",
    "\n",
    "a = mpf.make_addplot( generate_trend_line(daily['Close'],'11/11/2019','11/14/2019',forward_only=True) )\n",
    "_ = mpf.plot(daily,**kwargs,addplot=a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### Now we generate some *weekly* data.\n",
    "### Notice that with weekly data there is no difference between `show_nontrading=True` and `show_nontrading=False`, because there are *no* non-trading weeks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "weekly = daily.resample('1W').agg(\n",
    "    {'Open'  :'first',\n",
    "     'High'  :'max',\n",
    "     'Low'   :'min',\n",
    "     'Close' :'last',\n",
    "     'Volume':'sum'\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(53, 5)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-03</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>202385700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-10</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>135.699997</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>134.399994</td>\n",
       "      <td>673832300</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2011-07-03  132.089996  134.100006  131.779999  133.919998  202385700\n",
       "2011-07-10  133.779999  135.699997  133.110001  134.399994  673832300"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-24</th>\n",
       "      <td>133.580002</td>\n",
       "      <td>136.250000</td>\n",
       "      <td>132.330002</td>\n",
       "      <td>133.460007</td>\n",
       "      <td>810496700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-07-01</th>\n",
       "      <td>132.050003</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>130.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>777590700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2012-06-24  133.580002  136.250000  132.330002  133.460007  810496700\n",
       "2012-07-01  132.050003  136.270004  130.850006  136.100006  777590700"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weekly.shape\n",
    "weekly.head(2)\n",
    "weekly.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwargs['figscale'] = 0.9\n",
    "mpf.plot(weekly,**kwargs)\n",
    "mpf.plot(weekly,**kwargs,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = mpf.make_addplot( generate_trend_line(weekly['Open'],'12-25-2011','2-5-2012',show_nontrading=True,forward_only=True) )\n",
    "_ = mpf.plot(weekly,**kwargs,show_nontrading=True,addplot=a)\n",
    "\n",
    "a = mpf.make_addplot( generate_trend_line(weekly['Open'],'12-25-2011','2-5-2012',forward_only=True))\n",
    "_ = mpf.plot(weekly,**kwargs,addplot=a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
